Bibliographic record
Abstract
Deuxième plus grosse agglomération et premier port de Madagascar, Tamatave doit à son rôle d’interface entre l’île et l’extérieur un caractère métis. Cet article interroge la place et les usages de l’arbre dans la construction de ce métissage paysager urbain. S’appuyant sur deux années de séjour sur place ayant permis de croiser les méthodes (parcours commenté, flânerie urbaine, entretiens formels et informels, observation participative…), il analyse essentiellement trois quartiers de la ville (Tanamakoa, Analakinina et le centre-ville). La première partie dégage les éléments théoriques et historiques qui précisent le lien du paysage urbain tamatavien au métissage et à la créolité de la ville ; la deuxième examine la pluralité des fonctions de l’arbre dans ce paysage, les rattache aux différentes territorialités qui s’y expriment et aboutit à quelques pistes de réflexion en matière de pluridimensionnalité du paysage de la ville, de sa gestion et de ses évolutions.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".